{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm, datasets\n",
    "\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data[:, :2]        # 只取前2个特征\n",
    "# print(iris.feature_names)\n",
    "# ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotSVC(title):\n",
    "    # create a mesh to plot in\n",
    "    # x表示特征sepal length, y表示特征sepal width\n",
    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "    step = (x_max - x_min)/100\n",
    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, step), np.arange(y_min, y_max, step)) \n",
    "    plt.subplot(1, 1, 1)\n",
    "    # np.c_用于连接两个矩阵, ravel()扁平化处理\n",
    "    Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    # plt.contourf画等高线, Z是类别, 相当于高度\n",
    "    plt.contourf(xx, yy, Z, cmap=plt.cm.Paired, alpha=0.8)\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired)\n",
    "    plt.xlabel('Sepal length')\n",
    "    plt.ylabel('Sepal width')\n",
    "    plt.xlim(xx.min(), xx.max())\n",
    "    plt.title(title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kernels = ['linear', 'rbf', 'poly']\n",
    "for kernel in kernels:\n",
    "    svc = svm.SVC(kernel=kernel).fit(X, y)\n",
    "    plotSVC('kernel=' + str(kernel))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gammas = [0.1, 1, 10, 100]\n",
    "for gamma in gammas:\n",
    "    svc = svm.SVC(kernel='rbf', gamma=gamma).fit(X, y)\n",
    "    plotSVC('gamma=' + str(gamma))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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EpCDhey5efgEnlakZLy3MEhagqL5PaWGOeGawW0tdlxghMHScZm7cZv2Gu4UXrUt4TRzSa4kx/7SHXypA6P+W4peKkKo73y3W7B4unu4Hx3oMIwSGjmMBUffepRLBKmUf6s01UeOt0MwPsN58BBXzz0vueM3i2O60Sf5aCifZR2lhJlQMrESqYcyOJ0GsRjEQKzjWYxghMHSc/rjFTIR5KMoM4/nKfNFb3DHYImTiwblh4+2UgGiWQZxYRxnE1eafY4/WVv00ItCcWHqQ/NR51CtVjQp2IoUTIgROXz+WEwt2C4t7WMFyYg1mpF7ACIGh4wRhe+FCENZWMqyXsRcyVj0+lGy9xzGUM4hdn0LZiR2z1zaDOKzsQ7X5x1T9bA+xLDI795KfPIubnQMRYpkhkkOj4eeLkNlxOfmpc5TmZwCIZQZJDm/pyeZESwpBuXnMzwOXVZ+vqh/q3rIMlzKFkIihCmG9iYsRvYyjrPdavibhtP6GFQlu/OvBMVwx/9zzvgdqyj48+ogp+7ASLNuhb3Rny+eLZZPatJ3Upu1dXNWlQSs7gr8CZoDvAoXuLsewEWjmEA7zzTbrZRz5Gr5P4I24tKiUfag0fq8p/WlEwLBGtCIEY6r6hq6vxNA1VBVfwZKV9eStZOVCrdO2fjxmWRSjehOH2PYd24KI86NwOlB9tNv0svlHVVHPRSyrpzN2LxVaEYLHReQlqvpU11dj6DgF1yNb8hdv1HFbSC+jNWTJ81koeYtP9I4VOG09XxvG0zELSxqf/h1LQqN0YpZgS2MzGFuCIJD6/YItwTXrmV42/xTnZ8hPnEbVB4VYup/U5p0tl3wwrD6RQiAiTxGYYx3gnSJyhMA0JICq6ktXZ4mG5RLcvGtvo0VPUfXaahfp+dpQDtr1A6dt/c3eLZ/bX3bOljxFBOK2RSoiQkdEGEg4i+WgARK2kCrb88PG17NDb7Hn79hd7O8x84+bz5K7cLImjLOUnUPPHye9dc8arszQjGZ3gzet2ioMXSEf4bQt+Yqv2nLETN4NN9tE5WL5Gnxk2uj526wc9HooE11J8IoV39gwXl/186E7XsOjj4yzf4Obf8IoTJ9vjOVXxc0t4LulyLo/hrUl8p2qquMAIvKXqvpL1cdE5C+BXwq90LBuWMpp26p1ZTnJt+s0YXdZVGz97793nD/4nYe447pPLo6HlX049sjHN/yTfxS+W4o4Iviea4RgndLKI9t11d+IiA28sjvLMXQSxxKKEUV22ine6YQkY7Vyje/7eAoi4FTZhyvOa5GVl4P2VdEOOMKjqDzx3wlY4nDnveP8/u8cAALH70e/dLMp+1CFk+yjWAoLLlTsHqzqeanQzEdwJ/C7QEpEZivDQJFyI/lmiEgS+CaQKL/Ow6r6wbpzbgPuBU6Wh+5T1T9r82cwRJBybEpeY1JWyrHaumkmHIu86zfME7eEYohAOBL4J7I1pqnAbyASZApXLrMlMCG12yw+yES+WFHUKs/TqZIRlV3AnfeOY4nD5UN7F4994N8foe+9/4VHH7m7J80/zUgMbqY4P1NbukGExOBmEz20jmlmGvp94PdF5PfL/YfbpQDcrKrzIhIDHhORr6jqd+rO+4yq3rGM+Q1LYFtlJ6zrUfIUSyDp2G2XVbBEGEw6ZEveovM3aQeRQWFC4Cq4If6JsP7D1eWgWxWnsExkX2Gu4DLYgbLSzUTg/K+8l7956Jip+hmBFYuT2XkFhalzuPkFxLJJDG0mlu6tap6XGs12BK8of/m5qq8XUdXvNZu43IR+vvxtrPyxgSzHlwa2JW05baOwpHGemVyUPbg9lMCBHW/RXlXyozORC66/GG20HJqJwNA7dvMnnzzBfucTWHbvmn+Wwo7F6dsyttbLMLRBszvEH5U/J4EbgR8SmIZeCvwD8JqI6xYp+xO+C+wD/rOq/kPIaT8vIq8FngX+jaoeD5nnduB2gC07zD/YeqH9fOAmc7VRnrrZue3ME5bwBYSKAMD0g8e45VfGePih29jPJzgzPm3EwLAhaGYaej2AiHwauL2SUCYi1wP/tpXJVdUDXiYiQ8AXReR6VX266pT/DnxKVQsi8qvAXwA3h8zzAGW/xFXX32B2FW3SrnPW931cHyyr1slbjyNQ6tBfYynbfqncVMCW5ucuVeZ6cb66J/9qLh++KvK60fs/wp3v2M1//MrbuTb9Oc4em2br7qXFwPdc1POwYrGa7lfqeYvRNCbhyrBWtGIzuLo6q1hVnxaRl7XzIqo6LSLfAN4APF01PlF12n8F/rCdeQ1Lk3c9clWZxbFyRnCUPX6+UKK2grTHQMIOFYR03Ga60Gj3F6JtgGF1SW2JFpyCG2Q0V9PnWKGN7VvNOG5m/lkKSVj4OY/ffueT+FyPW8jz/cdPU/LCX1d9n+z5k4sVMQGSI1uJZ4bIXThJaaFqfHiUxODmltdiMHSKVh5BDonIn4nI60Tkn4rIfwUOLXWRiIyWdwKISAr4Z8AzdedUl/17cyvzGlqn5Pk15SUgsK/PhzhtIbjphrURmA252UNjSYgKUSIghJuTfCW0baDvN4oAQNb16XOElBM4rC0JmtkPJJZ2OC+Ggy5DBAAG3rqD+O4UIoItLomkw43/x076B8NDI7PnT+Lm5gANImnUJz95hoWz44EIVI9PnQuaqxgMq0wrO4J3Ar8G/Gb5+28Cf9LCdduBvyj7CSzgs6r6iIh8CHhCVb8M/IaIvBlwgUngtjbXb2hCWAN5iM4szoXcdCsUXZ94XbRRNkJQomhWVjrMWZxtUs467ymZuNOWY/i+gwd4/73j2MsQAABrMEZsexKp+z3YtrBzT4ZnnpysGfc9N9gJ1P/kqnj5bOMLqJKfvmAibAyrzpJCoKp54P8rf7SMqj4JvDxk/K6qr+8ElhOaamiB5k7VxsziZs7fsCzlbjuLm+WweVHbkTLVPX+BZZuCqrEyNuopUpccK5aQTDa+ldTzArNPGw5s9dxlrc1gWAnNwkc/q6r/oqr4XA2m6Nz6J2bJYrG2esIiNcMqgC7OFXJBt53FsRA/wOKxJrkQFR+AXbXjWakIAHjni0jI78FzfaYn8w3jVqz9cgp2SFvFleC7Rdx8DieRwjKZvYYImu0IKqYgU3zuEiXp2BTbyCxOx+1Qf4BNuDM3ylkM4U5hR4IninqxiVkSOn/CFnIRD8jJiJyDivnnA3WRQKxQBAC06LPwnUnSPz6CxIP1eh6USj4nj803nC9ikRzZSn7yTO2uQCwSQ5spTJ+recQSEZLDW1e0xgq+77Nw+kX84kWBkliczI4rsEx0kqGOZuGjp8tf/iTwLVV9bnWWZOgU1ZnFrq8IQipmEY8IsXQsi4EEzBe8xZt4wpbI8tFK+M04yinsKgwlbPKeUiyHgyZsi2TE/JZlMZQISlK4lX4HEvQfrr+ZrSQSqB1yj0/iTRTp/5ltuE4/PzyU5syT32RoNLzheWJgBMuJUZi+gO+VcJJ9JIe2ENdpijNS4yQXC9Ipn3x7rpdQsmeP1YgAgJaKZM8cJbOjO78bw6VLK87iy4BfFJE9BMlh3yIQhh90c2GGztBuZrFjWQylWntiLESUp25mLXKVtnoHW5bFQLL5elZLBCoUD8/j/XiRF4b/OV957CjXOH/X9PxYXz+xvv7F7y3xmTo6gdaZvXxPWbhwDnt45XX7vfxC+Hghh+/7ZldgqGHJ/wZVvUtVbwauBx4DfodAEAw9zhL+2lDa8Ju2xGqLQCcQUSI2UxQLxdVdjMFACzsCEfl/gJuADPB9gqzib3V5XYYmqCpeOfyzlUzh4Pzg3lNd5dP3fUp+ED3UakZuNbFllqfuFNUloq9okg28EqxBBytp454vdCxMyvUsbMfG9xonzAwP4AG25WFbPq5n4+vFv43vufhuCduJI3aTXVVktJJgWRbqeXhuEcuJYdkXbwPqe3ilIpbt1PQOsGyhL+1QLHgUC0v/ItT38UsFxLaxHOOkXu+0YjN4K0Gc/6PA/wK+Uw4pNawyqkrO9Ws6jy2VKZwveTXx+JVewwsFty7iJzqDOIqEY5ELKU8ds4LQz/odQ9yWtstNR7HSnIClsDI2A2/ZgTOaWDThzH/1HIVDcyueW0QY3jXGxNFxvMrfRsBxbKzUCGTPMn1uEssSfF/ZtGsbeR0gf+E0pYXZciayEu8fJjmyLfRvnxzZRn7idMN4YngLuYkzFOcmgxdVJZbuJ7l5B8XpCxRmJ6jkhjupDH2jY+zeO8CuvQOoD5YlTE3meeapSfyILWFhdjJwkJfnseMp+rbuqhEcw/qiFdPQKwgcxv8I/J/AUyLyWLcXZmik6GlD+8lSuXl8+Pn1PQHKvYbz9SIQEJVBHIWv4f4A14f+uE2ynPlrC6RjNukVVAWtUIo/yn0HD3BnF0UAYPCWnThbk0jMwkrYWAmb/p/eirMtsXiO5vPgLy/uv+D1senyvQxtGSbVn2Lzzi0M7tmHFqaZPjeJ7/m4JQ/f85k8cQZ36gSl7CwXM5GV4txU+cbdSGJghNSWMaR88xXLDhrIiwQioOV5UErZObJnjgVz6cX53dw8mj3HrssHsG0LJ2Zh2cLQSIKrrh0OfV03N38xSqo8j1fIkj3XUEvSsI5YUgjKReZ+Efhl4FbgBNDcO2boClG9g4OG9I235Kiexc029sUQc0W766mEiPbFbIaSMQaTMRJtNsMJY7X8AfZoHGs43pgzYAupG4Mb4PSDx7gy92luOTDGoeJtnDoyyZnx6bZep+Am0PQO4pv3UoqN4noWU6cvNJiMPNcnNzsf2gu4OBMuBADx9CADu/czePl1DOy5mnj/EIWZidB5vEI2dHx+YpJ6ubdti02jKWyn8e+Zn7kQapLyCjl81/g/1iut2AH+EOgH/hNwjaq+vjo72LB6NDPHhx1rpyTz4jVt2PzbXc9KWE2nsJV2Qn8AsQSr/6J5o1oMDnvvwvf8tsWg5nWt8JpLzVC/zTIfbZ4vgFtq3PUoihMS9qtu1A5J8L0OxMUaukIrpqE3qupHVPVxVe1MJxLDsgjL7oXgzRpmem+lEmc9cTuIbXd9H68+vNH3ybsexfJOIyofATrrFL7v4IHFQnFXDF/V9cgg90w+NIPYL/kUj9SGZVbE4BfetY/DevuKXtfzhHgy3LFqRfyu7URf0zkTcRjo90jEtXx+ROZyxG7NjseIJRozpD1PKYQkPDip8HyKoGdxIuKYYa0xwcSXECnHDo067IuFm12iCrLFI0z1Trn15FTeZbbgMVNwmcmX8FWZL5SYLnhkSz7zJY/JXAlBQwUo0SGncL0/oFuRQfVoPsgg9qtKsarro1mP/Pe7Vx1URBjYvrMxtFQgvWV7481aLFIj20LnUlX6rEkuPH+I04ee58Lzz5DUC/Rt2hJkrtW+MImIjObU8BZ87+JOUVXxPJ8Xngnf+SSGQnoTlzOmTb+F9Ytx419CVGcKe34QPpp0rMjQz6g6Pb4KAwmLhYJH5Zku6VjEbWlwGHsKM/nGMhUA8yWfwbhF0Q98CyJCwrZabjnZjLXOD8g9Pol3rkDqxmGslE3huXlyT0yhYXW6O8j02YtROxcRSkWfzPbLyU9fwC8VsBNJEkOjkU/ZQ31ZTj57Ft/zF30O54+fZ8e+HejOvRSmL+AVclixBMmhzVCcphAyT376PN/7zghjl/UzOJwgn3U5cXSO2Zlwe79lO2TG9lGYvoCbm0cch8TgZmKROwXDesAIwSVGO5nCUc5itywig6naLf98Mdy+28xqXdJg57GSPsENc66TJLHi8wsUnw/P0O0G6vuU5suRQTUHlMLMBIldV5LeuquluU4fOXkxNLWM7/mcfuE06bH99I3urDk2e/rF0HmKuQKFbIEXnmndvm/ZDqlN4TsVw/qkWfXR/06Te4CqvrkrKzJ0jLbLUC/DwdsNp3AlSexSyRTuFKrRuw1tM0zVjRB1LyrSq8n/itCYK2LYWDR7tPz3q7YKQyi+6qIJqCYjOGK8nnbLUDcr+xzFReeylrt2seww0cgkMQFnWxIIHLmt3JUS1/RDXCgcnA3SIcvYWxJITHDPFJaskaEohU3gx5XEBcEuXfy5claRkuWRdmtNM+kMxJ0iJc9BtT2buFg2Yjuo1xiT4STTAKftFokAACAASURBVBQXZvFyCzjp/hpzSzxhkepzyC64lIo+Q6ODTJ1ttOP3j/QjIkGGcrGAFYthOXFiyRilfEgsiICHE+lMVM/DK+YRx6kxU6nv4RXyiO1gxzvvJFb1g/lFsOLJxf+5qHFDc5pVH/1fK5lYRJIE3cwS5dd5WFU/WHdOAngQeCUwAdyqqkdX8robAVUlW/JqbuKOJWRiFnnXJ1833h+RWZyKhZeh7ouI6U+WM4XriUX0HbAFPF+ZrUposwT6405bzuJmpiBnZ5LBt+wIPNkAnjL7pdOUjudC54pflWbgZ3csOlz7/6+tZL89SeHgLIO37MRKO4tPv3NfOUvxcGP5aIDSgPLs0DlyuTziCTqo7B3YTuZFi8OZs+TtEqKgjjB8/Mc4+9Xf5bUj82TnFpg6auH7Ppv37KSgAy3/HkSE1ObtQfJVXdnqeP8IMy8eXBwqzk2CWPTvvoprbhhl02gK9RXLEs6fzXLqqMfUuel6VwODO7ZzdvwUpbnpxQxlJ5UmPbqTmeNHG9Y0uH17ENdah6pSmD5PYeYCFzOIk/Rt3R0kuk2fvzgeS9C3bU/HMouL8zPkLpy6+GPZNumtu/HdEtlzJyorRCyb9NY92IlkR153I9NKQtmVIvKwiPxIRI5UPlqYuwDcrKo3AC8D3iAir6o7593AlKruI+iAZprXE9j265/kXV+ZK3o1IlAZj+pBbIkwmHRI2rLY2L0/bpOMsOdH+RSims/4Cgslv2FstuC2HA/fTAQkbjH4C8HNu5Lda/U5DNyyEwmrkBq3GPi5QAREZPGj79UjDL19F9ZgDIlfzBQeeOM27E2N4ZqKcnjwLPPzWTw3yPD1PJ8js6c5NHSGrF3EF8WzFN/3ufD9z5FJzLAwM1/OCHbxPZ+JYydJOu1VY4n19ZPZfjlOegArniTeP0z/zivCM3PVp3DuRTaNJrFtWcz83bw1heXnGiqMWpbF1InTlOanqc5QdnMLZKemGdpzBclMCsu2iCfjDI3thsRI6Drd7GwgAjUZxDkWTh8NRKB6vJgne/ZYW7+HKLxigdyFk4t9nlEfdUvMn36xLKD+4uuq57Jw5mhTk5shoJW968cJehS7wOsJnuD/cqmLNKDyuBUrf9TfHX4W+Ivy1w8DPylmL0chIrs3ypJR8sMziyEQg764w2AyRn/CaVpcLkoIomjWg7gVE9NSTuHE1Znwrb1A4prGJ+2+Hw+yfsOukaSN1O9SLCF5Q+M8hVHI54sNP6Dn+eQpNYR3ikB+LtvwN/Bcn/z0hcb1L4GdSJHesov+nVeQ2rwDtexyOYhGirkCdt3f1LYtzrxwqiFD2fd8FqbnQjOISwsz+JIgMbqX/t3XkNp+JRrrJ4rQDGXALxXCM4uLefzSyjOLi3NT4cX0fD90XFVxs+G7PsNFWhGClKp+HRBVHVfVfwfc3MrkImKLyA+Ac8Dfquo/1J2yEzgOoKouMANsCpnndhF5QkSemJmarD+84VhOqeZOOPM66RBcSgcWncJNksQkaYc6M8QRrJAdgZUJNz1EPVuILUEWcR1eXKPyq9qmFOG0bYtlZOSGZQM3RbWtfzy/7d7K0nZWcxhh/pMlrjB9oFugFSHIi4gFPCcid4jIW4AtrUyuqp6qvgwYA36sXLeomrC3W1h/5AdU9UZVvXFwOHyrupFoNytXiCxv397rdnAvFpUFDRczhZdKEisdz6Eh2yAtKaVjjT6C/MHZ0Hmidkt+0WvIFAZIXpDQUhtR2b0KjbsNgkqd6aFBAFJph6GRBE6sdg6vWKCUm2+4sSZTNkMjCWJxCzvepIxzxK95aHQwdNx2ws2CVizeVsJXdaOdVhdlxROo7+Hm5vEK+bbLaQA4ff2RWdCR2dGpdNuv02u04r35LaAP+A3gboLdwC+38yKqOi0i3wDeADxddegEsAs4ISIOMAhs/Ef+JeiL2YGdvX7cEbJu45snKrO4XTIRPYgdCQrV1d8bk3bQj6D+Xp20w/sktJsf4J7OUzyyQHxvGqvcI9gv+pSOZUOdxe6xHN5UEXs4XhVFoqirFA7NknzJYM24n/VCy0rbBeGyXdsYnz6DVzavWLZFMpVgdD7NcXty0exi2RZi2WzavZ2J8ROLsfuWLcQScSQ5zA03jJLuj6F+IBgnj81x9PAUC2eP4RVzVMpBxweGSY9u59qXbWZgKL5Y9vnsqQWemhihONv41hjcsTMok132i6gqqpDZuoPZiTl8zwse9AVs22Zg5y6mjh2rNTWJkNq0o+nfop7E4GZK8zOoH1QwrcyTHNlKYfoC6nl149sozE5SmDpHxYlsOTHS2/a01a8glh6gMDNRa4ISIZYZxi/mg99n1Xg8M2RKW7TAkkKgqv8boLwr+A1Vbakgu4iMAqWyCKSAf0ajM/jLBKLybeAW4O90OY8JGwzbCpy8uVLQa9i2hKRj43pVb7oqip6S6EBARn2PYCGIJErFbFSDEthFz8cSIeEEvY8r4yU/6GCccKzQGkfLTRKb+6vTJK7tJ/nS4Ak3//RsEBIahi1YKadGFKUcGZPYV5vZKiLYaQd7JI53odF2Pfp8gr6dY5xNzVH0XEbsfjYdS7D5wG62lxY4+qNj5LMFtu4ZZezKMXyE/LXbePHpcfILebaMbWbX1WN4atGXjmFZAuWH8Z27Mjz/xI+Cip9A5W9anJtix2UjDA7Fg91H+fwtO/q44mX7ePHp4+SnyiWexSK1eQd7r9+Nr4pdfpoXEXzfZ3jLINnsPqQ4Q2F+gXhfCkmOUPJs+seuoDAzgZvPYseTJAY3Ycfbi6yxnBiZsX0UZyZwcwuIEyMxuAkn2UcsPUhxdhI3O784jvosnD1dvkkHP69fKrJw5hj9Y/tafl0Ri8z2yynOTVFamAHLItE/EuwUUIpz04EzXCwSA5Vxw1K00qHsRgKHcX/5+xngXaq6VLvK7cBfiIhNYIL6rKo+IiIfAp5Q1S8DHwP+UkSeJ9gJvG35P8rGwhIhXZdBPB9R3qDkK365Y9mKXzeiR7CIhGYQL443mXOlmcKFH81R+NHSzx/xvX3hxk5LkHjIrskSkjcMsvD186HzpU/a7GVo8Xt7JIY9EmdzLMnmsVpXlu8r6cwwm7bX1ulX1YbX9X2P3EyImKly4dhprFddUTNs2xY79vRz6vgIicFa0+i2nelQZ/H2XRnGX5gFexPW4KYglaK82bOcOKlN20N/5nawbIfkSGONIst2SA5vgeGLFuSFM+PhzmW3iFfMtyVEYlkkBjcFAlN7hMTACImBjW8+7jStPEf+OfCvVPVbACLyGgJheGmzi1T1SeDlIeN3VX2dB36hnQX3MpfiXmk12klWsJJ2qJ1YbEFD/JRiC1Zf66UxJGWjniKNxTjbwi16gRknZHdXKoY7Q50IB44V4YuxO1DvqZNEO4o740Q2rIxWvENzFREAUNXHgJX36zO0TbMy1OvrbX+xcuhIC07hTlE8lkMsUF+ZOD3J+RMX8FyvpopoNX7Rp/j8AooyZ+eZdrK4Tdr2uGcLofW+XdcPdXz6nr/odJ6dmOXssfMUsgXiqTi2E/4MNrI9eMo9M36Ow088z9S5GXxfmZ4ISsKl+hyGNydJJAMBmwsp/qaqzE6HlZC7SCJpM7w5SapvdcqNRTt5g1aW6nmUsnO4+cYw3HZQ36eUncfNLaxonl6jlf+CfxSR+4FPERj3bgW+ISKvAFDV73VxfYYqUo5NKSRTON2kZ/FasFZF4/yZEmcfO8mTx54rO3MD5+m11+1jy+AIyf39tU7kks/0cxM8M3AGV/zAhSmwKzvCtmJIRrCrLHz9HJmf3AKxIFmtWLIo5gpcOJ9lz97AjLTotAWe+eF5Jl58gYWZ7KL9fmz/GInhLZTOnGh8CSvD33z8f+CWs7Wf+94LpPpT9I/t4/pXXHQiiyVMnMvywuFpXvrK0aBpTrnHse8rLxyOKJctcNV1w4xu6cP3FbFgdrrIj344EdmDuBMkBkYozU3juyXqncjFuUnyi07kcqbwtj1tO3mDjOOTF+cRoW/bbpwlejYYWhOCl5U/f7Bu/CcI/qIt5RQYVk7FiZx3/XIFUUg6dkebwKyUtawc6uPz/WeewbNqn+oP/uBZNt36EzVjIoIkLZ4ZPEvR82q2VMf7Jsl4CTJe440o/+Qs7oUig7fsIBvfzuNPpJh/9m/452+/enHeymfLgnMvHGFhqnYDfezQ8fBIGRHOP/c89QEBubkc8QsnGBjaFvgDytasTVtSZBdcvveds+zYnSHTH2d+tsjJY/OhTWMAdu3pZ/OWFJYti2algaE4+64e4tmDU6HXdAKxbDI791KYncLNziG2U7bxa5X/oNzzwPVZODNO/9iVLT/geKViOeO4ah4NfBMDu/abXghL0ErU0OtXYyGG1rBE6OtgyedOstblo6djuVC7uy/K8cOnuObHa81Tk2en8CxtaOLso5xNzJLJjoa+jnsqjzftcmz4J/n2D4/ymp0JbFsablqFXJHcTEhWq2oQ/hgyHsXshalQp/COXRmOvzjHkagdQB3bd2dC5xnd1sdzP5rqqh9KLDvofTC0eXFsob6uUpmgmF2u5af5yIxjBTc3RywdnldhCGglamgr8GFgh6r+tIhcC7xaVT/W9dUZLhkqlUM/IA6Xr1InsXpcibbvF/ONtnQ3okYTAq607sBM9YV7j92iGySadaDUTdQNul2ncNT5wkWT1mqiTbKmNaLUSiiRDmct5zoYmtHKfukTwFeBSsbJswRJZgZDQzvJlnYBMSG+N03ssohwz2Uy6CbRkPuchbB1T+PT/fDWwdCbjaXCSKl5Nur818+Rdl+kL77AiRfD2zb29acis5HbrWGR6Gs0U6mvTE82dwrXMz1ZCM2aXlgohY53m1gTJ7KTbBaUXEuzjONKCW9DNK34CDar6mdF5E4IagKJtPG4ZNiwLMcUFN+fYeBntl188lSY/fwpSifCy0q3Q8KPsd0Z5qxML2b42o5Nv5VkSNOLr1l58o1ZDpviA5wv1JpVxBY2FcNbK1qDMYbethNJ2QzyOL/9Tovz+V/g8JPfYv9LR2vmR4S+0R3MnDxWk+0qlk1iaJT8xOnaycsZsqW5xgzizPZdeK6/6BT2PB/fhyPPtddD+cVnpxkc3oqqYtsWvq+orzx/KFzMuk28f5ji3BS+W6z5HQU9jls3gTqpDE6iD7eQrc0s7h/BirWeudyrtCIECyISeHWAcinp7nXwNlwSLEcErAGHgTduQ2JWTbjrwC07mfwvL6DFFT6ROsINB17OxIVpjh06juf67Ny3ne17tjDz4HHcK7IkbxzGcoTC8wvMfv0059ON/8qe7zO912XkSKPJZ/CWHVgDsZraQqOJZyhccwtf+B+n+KkfO0gy5TAzXeSFQ1MQy5DZsTcoi+CWcFJpEv0jZM+HlZVW3Hx4a8z5ybnAKbwrQ19/jLnpIqeOz1Nqs4dyPufx3cfPsGNXhv6hONm5EqeOz5PPrc2znVgWmR17g0zh7ByWbRMfCDKU25pHhL5teygtzFCanymLwDCO6ZXcEq0IwXsISkFcISJ/D4wSlIMw9CjLTRJLXjcQkfCgxPdlWsoebkZ8bxqxhC27NrNl10WHpHpK4vpBst+8QO5/X3zynbzCjaxsdaJ4gRFqs2/tzXHsOhGAIJRz2H6Wgy9chj/+HNv2DNVeF0/W9AhWz8PNZQlDw5zIQHF2kvzQZo48u/JnsFLRD7KO1wnRmcJtzlOuLRTPDC19sqGGVqKGvici/xTYT/A2Pqyq7daCNWwQIttJtoAkrfCy0pYgiZU7CyRhhQqN2IIVUjbDtaKfpr0QJ6bEg9pKYVpmS+u19lX9St211jHNVQxdJPLdJyL/RES2wWKvgFcC9wB/JCKmmEcPUoo/ii2yLBEAKB5ZQCPanZWOhj8hN8UOnM7xK9NI3KI0ng0tB13JIMaC2OV9xK/KIEmLkbPRtuPNIU+V7tkCYUqjqsx6uwDF0kLQ5MWNflYS20GsiGcwCX9LGhNHa6jvUVqYpZSdM53J2qDZjuB+goqhiMhrgT8A/jVBgtkDGPOQoU1K4zlKRxeIX5ZefLrWkpL/wQzeVHubzNieFANvuVg6WSxh7itnyf7jFH03Di9m/vpFn9KJHH7OY9MdVyw++oglzP/P84xm5zh/rtY+ZDsW218MsVF7yvxXz9L/01vBArEt/KKPCJybGeI6+QhxnSF7/mJZ6eTItob8Aik7kRfONjqRk5u2kzt/onZcrNDiboZaCnNTZQf8xd93eutuHNOPYEmaCYGtqpV3yK3AA6r6eeDz5a5jBkPbzH7xNPGrMiSv7Uc9Jf/UbNu7AYlbDLx152KPggr9P72VyY8dpTSeJfnSQSQmFA7NUXhunk2/fgVWqjYKJfP6Uf6Ju5kTR0/x3A9exCt5bL1slGtfeRXzXzyDe7Kx33Dh0BzuRJHUywexMg7FFxZIvnSQ04/9KTFmEC52+irOTWEn+ohnGpOZnFSGzM4rKM5O4peK2Mk+Ev0jiG3jxPdRmJ0IxhN9xAeGO9b4faPiFQuBCFRlFgMsnD3GwG6TWbwUTYVARJyyWegngdtbvM6wAamOEkJW9ucvPjtP8dnl95GNXxnxhCeQvHaA7LcnazqYxfemw42gtiCWsPuaXey+ZtfisPpK8mWDzIcIAYB3rsD8V88tfu9fEac0expLGnsBF2cnQoUAwI4lQstBW7HOlInuJYrzEZnFQCk7F/k3MAQ0e0d/CvhfInIByAGVMtT7MOGjPcVal46oJ+gtEHIgwuks8YhsWktCW2GKJViJ1mPYXdcDsYFG85bJal0lIn/PahztLRApBKp6j4h8naDBzNeqOodZBL4CQw9QiRK6E9g1spdZJ8+0ZhlwU1hLFL+WpEX8sj7UVYpHsxDSZnM5RJmS1FWKLyyAI8Qv60McoXg0G5SntoMkrAsnLuCWPDbv3ETMdpCQKCa/6FM43Hooa6Y/jVh2YxCQCLF0SBXTynpVScZKiLp4xCl5nd9oe4UcXqmAFUtgx5PrqkptJ3H6BijOT4fuCoyPYGma/uep6ndCxp5tZWIR2QU8CGwjqLbygKr+x7pzXgf8FfBieegLqvqhVuY3dJf6XUB86zA/SB1Hyjd/S4Wr57eRDqnQCZB82SCZm0eDfrplZj9/KrTXcLt4UyUKL8yT2B+0Iaxk8nrngxj8TXdc3LGIJcx//TynvjrOU+ePLGYXq6/su2IP24uDZF4/umgm8os+7tl8aC/jKGb/23Fu+KnL+MH3nsN3i8FuRQTLjkXGxtuWR/78MSaywZpVlaGtI7iJLYu/45Wgvs/C2XG8QrknMoodT5LetqetjN1LBSeVxkllcHPzNY72xODmtnoi9yrdtPW7wG+X8xD6ge+KyN+q6o/qzvuWqr6pi+swtEm9CGzavJ3DqbOosFjd0xflmcwZXjGzu+HGZW+Ok7l5tDGD+Od3MHHfkRXvDCRhkdibaehN7GxJMHBLoxM59bpNPPbgk3h11d+eP3yU2Nx23FN5kjcMIimb4rPzwW6gTWtC/GtZbnrrDTx5PMP4s6fok9P4pOmPuOl6s2fIzmVrcgmmz06yeU8fBV15n9381NlABKqcp14hT27iNH2jYyuef70hIvRt2YWbnaO4MBMkl/UPmzpDLdI1V7qqnq40rSk3vD8E7Gx+lWGtCfMHnIvP4YeVd0aZdRodqsnrB0I7eQHEr1j5GzN+ZSbcL2hL6H/0hdOToeM+yvn4HO7ZAvNfO8fcX50OdgLLNCmXvnCBV1/j88q3/RYHvX+N78OZ8cYaPpZ4zE7MNCSU+Z7P3Pnw/sntUpwLM5MopfnZDdu5S8qmuPSWXfSNjhkRaINViakSkcsI+hf/Q8jhV4vID0XkKyJyXcT1t4vIEyLyxMxURE0AQ8ewRWqcwp74kb0w/fpIGcrO3LByxwIS60AGcSz8ho+EF6AMyxKunO81KV29HKYfPMaVuU9zy4ExDnvvwvf8BjEQIdJW77dTerkZkTf7jSkChpXRdSEQkQzweeC3VLW+wMn3gD2qegPwx8CXwuZQ1QdU9UZVvXFw2CQ1rzabShmskPrOKtBfSjaMF56bD+0TLJZQOhpeVK0dikey4brkauh9btOW4dASy62Um14O0w8eY/T+j3DnWx7jsHsbvufViIHrWSRSjb4VsYSBzcMdWUOUg9RO9G1Yh7Fh+XRVCEQkRiACD6nqF+qPq+qsqs6Xv/5rICYim+vPM6wu7/3I0ZrvR4ppBtJpbOeivduyLfbGtuKE/AuVXsxSOrqwKAbqB/2BFx6bwJ9feZVLf6ZE6XQuyEyu+vDmXRYem0CL/qKT2i/6yOkSu7LDgZiV9cBSob+UZLjUvX620w8e4863Ps5Lbv0gvudx6kiwmxUR+reNYTv2YkkM2wnEwY11RghSm7YHTuHKTV8ELIvU5h3NLzT0JF1zFkvw2PEx4JCqfjTinG3AWVVVEfkxAmGa6NaaDM2phIrW5wokdvfx6rf8OGdPXeDM0XPEEzF2Xz1GJpUKnL8hT+GzXzxN/Io08aszUFTyT8/ing5P0GoXa8AhtqvxydYeiuGeyTP96RMkXzIAMaH4zDzFFxbYziADbpJz8Tk88RkppRku9XUkQqcZ0w8e48p3fBpu/SAPf/IEHPlzLNti254hBvdcie3N4RULOKk0Re3D9zvzbGbF4mTG9lGcm8Yr5rDjSeL9JkPZEE43/ytuAn4JeKqqJMXvArsBVPVPCeoV/ZqIuARJa2/TjerJWscslTCWfOkgVsJmx95t7Ni7bXHcL3jEdqVqsnirKb6wEMT1d5i+m6LLFfe9aoSZz5xkPkR00l6Cy3Ph4a7dpCIGtxx4Gw9/8l3s5885Mz7Ntj1DeDIECeiUa6Aay3aCHsEGwxJ0TQhU9TEiXYyL59wH3NetNRiWppWs4SCTNyI711n9Gi4Si/636oQzuhtMP3iMUT7CLb/yXh5+6Db284lFMTAY1pr1+a4xLAvXV/KuT9HzWwoRbLV0ROHQXLTz90QWq98h+dIBEtf0Q5ObdKfIfS+6rWLu6fVd/WT0/o9w51sf57B7G+p7qOeybWeadH9jNzSDYbUwBsMNgKoyX/QoVUXGCDCQcLAj4vmrS0cs1WWs8MwcyZcM4OxMYcWtoD6Pr8x99SzJG4dJv3okKOeiSuYNW5l9+GRHMoijcE/kcc8VcLbUmnn8rEvhB+un81YU0w8e487bQEdfhbjzi7utmekCh344ER35aTB0CSMEG4C869eIAAT+2/miy2Cy9kmzWgBaLiCnMPO5k4Hzd18azfvkn5pFkhb9P7UVcUIyiP/4CIQUdOsEkrRwRuIN5iorbmOPxPAm138DPS0pMcki8YuRWINDCXbsyXDy6PIrsxoMy8GYhjYAhQhPY/DgfvFmfN/BAzyU28XA+/4rA+//s/aqiCoUn19g/m/OsfCNC3gTxSCD2InIIL6se2GZiSsz4aYvSwLz1DpHUhaxbYkGIXNiFlu2ptZoVYZexuwINjiqgFwUgUcfGQe5G1AOZ97JnW99nOkHjy1rbolZoa0hgUiB6Ah2RAqxrI3zul0if2eAZYlxIhtWnfX/rjEsSdwO/zNaUlvyRxAQ2LF3BMu2I/vjtkpTJ/JyehC3SPHIQqgOqKsUnuu+WcV3lNnLXCauKFLY1IL5ywrqIyVfPoizNYG/4OHNuA2nqSo/fG5nTfKZwbAamB3BBiDlWBQ9n/oqCumY3dVyAsUXFigdWSC2Nx2EdPoETuS/PYcWutcMxJ8NMojTN20KdgcArlI4OIt7qjNJa1HkR5UfWSfwsxpkLwtsuWqE3c9mQpPT7OEYQwd2BT2UrSCzuTieZe7R0wzeOoZYgsSC3sf+vMuN248zGJJ8ZjB0EyMEGwARYTDhUPSUku9ji5BwLKyyCJTij/L+e8fhjt1AUBGzU8XNZv/qNLE9fSSuSuMXfApPz66Kszb3D1MUX8ySvLYfbKHwzFxoj+FOoiiHY6cp5Wqf5s9PTTJ0WYrBo41vp4Gf24702TXmoNhlfThHs0w+cJTk9QPYQzFKJ3MUnpkHTyOTzwyGbmFMQxsEKd/8M3GHVMyuEYHXPv5NXnLHa0hffT2HvXfjez6H3du45UBn6tKXxrPM/+15st+cWNWIHe9cgYVvXGDh6+e7LgIAhVEolRpNOp7rc9ZqDFu1+h3s4XiDT8CKWaReNohmPXL/OMX8185RODi3GGXVSgVTg6GTmB3BBqbWQQwv3fyr3PXev+dHJ+7irblPM33/pzG3l9ZRi8gqzn5YX9wmTmHCynRX0ZiJ/HGzMzB0DbMj2MC8/95xxtO/XG6baPO5Txzl0IWbuDL36WVHCvUyyXMs7rSqsWyLUWnsTezPlPAXGqutasmncLC1xLdKJnJ1BdMz49M1HwbDSjFCsMExtec7h6hwlbMT27awrOCtYzs2gwMZho+Gl4iY/fJp/IKPXwp2DH7Rw50skv3fUy2/bsVU9JJbP8hh710ccv/l4ocxGxk6gTENGQxtkDlpcUNmD1PbCpQsj8FckvSLgoQ07gFwT+eZvP9Fktf1Yw3GKB3PUXx+vu12mNUVTCV5sRnQ5/78XeznY8ZsZFgRRgg2IKX4owwf+DAvueM1BAYgDaKEfBfNd9+putGJzcOW51svZ605j9wTK39qr/gNht6xe3HszrfAc6kP8tRn/l9OHZlkx17Twc/QPkYINhgVEeh/3wMk8p/l2rHv8rD3bgBuOTBm/AMbgPq/X1TjG4OhVYwQbCAqoaIfHbuL/Z+9m4PAYe81/PN33EDCnWD0/o90JUrI3hwnvjeNFn0Kh+fR3MrbURpap1njG4OhFbrmLBaRXSLyP0XkkIgcFJHfDDlHROQ/icjzIvKkiLyiW+vpKSwLy7aDMhKWsygC3SB98yjD79hN+rWbSL9+lE2/djnxKzrfEN7QnOkHjzF6/0eC3AP3NuNENrRFXuPDVAAADRRJREFUN6OGXOC3VfUa4FXAr4vItXXn/DRwZfnjduBPurgeQ4eJ7U6RumEwKD5nW1hxC4lZDLx5+6o0qDE0Ut34xvc8IwaGluiaEKjqaVX9XvnrOeAQsLPutJ8FHtSA7wBDIrK9W2vqGcrJTRUHcbdIXDcQesNX1a6WoTY0Z/rBY6G5BwZDFKuSRyAilwEvB/6h7tBO4HjV9ydoFAtE5HYReUJEnpiZMlUZm/H0fY/x8wd24Xseh713LTqIu0LTh36zI1hL6nMPjKnI0IyuC4GIZIDPA7+lqvXplGF3i4YkflV9QFVvVNUbB4dNeFwzPvLey7hs4UFecusHux4lVPjRHFpqrLkgllAaX+jKaxpax9QsMrRKV4VARGIEIvCQqn4h5JQTwK6q78eAU91c00YmVnwjnioH//O3uTL36SBKqIuhoqWjWQo/mkWLPuor6vpoyWf2kTNo0TTeXQ8YJ7KhFboZNSTAx4BDqvrRiNO+DLyjHD30KmBGVU93a029xGrlCsx/9RzTnzpO9u8nWPjmBSYfOErxWdNzd71R70Q2jW8M1XQzj+Am4JeAp0TkB+Wx3wV2A6jqnwJ/DfwM8DyQBd7ZxfUYuoR7poB7prDWyzAswfSDx7jzHUEmskk+M1TTNSFQ1cdYwmOoQQfyX+/WGnqNxQY0YvIEDeGY5DNDGKb66AagFH+U+w4eYOTAh7HF4fKhvWu9JMM6xjiRDfUYIbjEKcUf5f7vP8Sd945jGREwtEjFiXznWx4zyWcGIwQbAVvEiIBhWYQlnxl6DyMEBkOPU598ZjKRew8jBAaDwfgNehwjBAaDATDJZxuZU0cmmh43QmAwGGowFUw3DmfGpzl1ZIJnSs1TtIwQbADe+5Gja70EwwbDOJE3Br7ncbj0Tn7qxIeanmeE4BLmvoMHGD7wYRMxZOgKxom8Mfjtn/uf/MHv7Gl6jhGCS5BKAtmd946bBDJDVzFO5N7ACMElikkgM6wWNU7kshgY1j+njkyCgjZW9m/ACMEljBEBw2pyZe7T/MK79q31MgwtcOrIBKjyxjft4e2p49xx3Sebnm+EwGAwGDYIlSihw6V3tiwCYITAYDC0gebzgJooonXMYTeIEvrmT7y2JREAIwQGg6FFTBTRxsUIgcFgaBkTRbQx6Waryj8XkXMi8nTE8deJyIyI/KD8cVe31rKRqM4dMBjWAiMG65NTRybxXY+3HhhDCXqYt0o3dwSfAN6wxDnfUtWXlT+ap771OCZ3wLCeMP0M1hdBqKhy3a2/xwf8e5j/xN+3dX3XhEBVvwkYj1IHMM1nDOsVU4pi7amIwBvftIcP+Pe07CCuZq19BK8WkR+KyFdE5Lqok0TkdhF5QkSemJnqzX8003zGsF4xTuS15/pb72o5VDSMtRSC7wF7VPUG4I+BL0WdqKoPqOqNqnrj4PDIqi3QYDC0hvEbXNqsmRCo6qyqzpe//msgJiKb12o9BoNhZYSVojBi0F2C36+2VEaiGWsmBCKyTUSk/PWPldfSvHuCwWBY91RKURzW29d6KRuaSpTQdf/i95j7w9v5lZe/fdlzdS0GUUQ+BbwO2CwiJ4APAjEAVf1T4Bbg10TEBXLA21R1ZbJmMBgMPUB1lNDcH97O/Cf+nlhx+fN1TQhU9f9e4vh9wH3den2DwbB2aD4PvmsqlXaBijnoTW+6jAP+PdzRZqhoGGsdNWQwGDYY9Y5jE0XUeQ577+7ofEYIDAZDxzFRRJcWRggMBkNXMGLQec6MT+N7Hur7KLoiB3E1RggMBkPXqAkpNaUoVsSZ8Wl81+OZ/7+9+4/1qq7jOP58jYszUMIN1jDoUo5wBA2BkDDRslgmU5wWtrWEsdFWczOTwpzicvkD+8NVSzMiYSWmDJpjTikNjVgYCCEilKLSFQtJo6REur7743y+8L1wL/KV7/me6zmvx3b3vedzvt9z35/73f2+7/mcz3l/DhwqM91IPaGjcSIws9wN/vGCLqUonAwac3Cq6IzrmNrxnTRLqDlJAJwIzKxFakNFH7385qJDeVcac9l8Xr91Dq/d8+2mH9uJwMys4pwIzKzlfOG4cRHHW0iiZ04EZtZS8cYbnkV0jA4tRj+T9n2LuWVue1OvDdQ4EZhZyxw5i8jJoCe1qaLbDsziqumPNrQYfaOcCMys5WqziHxm0LO3OjsZ/YXrmz5VtDtOBL1cbY3iebd1eFEaKx1XKT264fuW5DYcVM+JoJfyGsVm1ipOBL2Yl6e0squvUurhoUOyMtMc94Izx8qJwMwK4VpE3du14x8HF6M/nnWIG+FEYGaFcTI4pDZVdNuBWVwwrT3XWUKHyy0RSFokabekLT3sl6TvS3pW0mZJ4/KKxcx6r9qU0msuXlP5wnTbO2fzjTRVNO8LxPXyPCO4G/jsUfafD4xIX3OAO3KMxcx6uX8u2dmlMN2uHa8WHVJl5JYIIuJx4Gjv5EXAksj8ARgoaUhe8ZhZ71cbKhozY/7B1c0sf8pzvXhJw4GVETG6m30rgVsiYk3afgT4VkSs7+a5c8jOGgBGAtvzirmJBgF7ig6ixarW56r1F6rX5zL1tz0iBne3I7fF64+BumnrNitFxF3AXfmG01yS1kfEhKLjaKWq9blq/YXq9bkq/S1y1lAHMKxueyiwq6BYzMwqq8hE8ADw5TR7aBKwNyJeLjAeM7NKym1oSNJS4FxgkKQOYD7QFyAi7gQeBD4HPAv8B5iVVywFeVcNZTVJ1fpctf5C9fpcif7merHYzMx6P99ZbGZWcU4EZmYV50SQE0l9JG1M90uUmqQXJD0laZOkI+4DKSNJAyUtk7RN0jOSPl50THmRNDK9t7Wvf0m6sui48ibp65KelrRF0lJJJxYdU158jSAnkq4CJgADImJa0fHkSdILwISIKMuNN29L0mLgdxGxUNIJQL+IKH2BHEl9gJeAMyPixaLjyYuk9wNrgFER8V9J9wEPRsTdxUaWD58R5EDSUOACYGHRsVjzSRoATAF+ChARb1YhCSTnAc+VOQnUaQPeI6kN6EeJ73NyIsjH7cA3gbeKDqRFAlglaUMqB1J2HwJeAX6Whv8WSupfdFAtchmwtOgg8hYRLwHfA3YCL5Pd57Sq2Kjy40TQZJKmAbsjYkPRsbTQWRExjqyi7NckTSk6oJy1AeOAOyLiDGAfMK/YkPKXhsAuBO4vOpa8STqFrDDmB4FTgf6SvlRsVPlxImi+s4AL07j5vcCnJP282JDyFRG70uNuYAUwsdiIctcBdETEurS9jCwxlN35wJMR8feiA2mBTwPPR8QrEXEAWA5MLjim3DgRNFlEXBMRQyNiONlp9KMRUdr/JCT1l3Ry7XtgKtDtYkRlERF/A/4qaWRqOg/YWmBIrfJFKjAslOwEJknqJ0lk7/EzBceUmyKrj1o5vA9Ykf2t0AbcExEPFRtSS1wB/CINl+ygfCVSupDUD/gM8JWiY2mFiFgnaRnwJPA/YCMlLjfh6aNmZhXnoSEzs4pzIjAzqzgnAjOzinMiMDOrOCcCM7OKcyKw0pF0baoauTlVyzyzycc/t7uqsj21N+HnTZc0qm57taTSL6hureP7CKxUUjnoacC4iNgvaRBwQsFhHa/pwEqqcdOaFcBnBFY2Q4A9EbEfICL21EpgSBov6bFUHO9hSUNS+2pJt0tam2rPT0ztE1PbxvQ4ssefeph0x/UiSX9Mr78otc+UtFzSQ5L+ImlB3WtmS/pziucnkn4oaTJZfZ/b0tnNaenpn5f0RHr+2c34xVl1ORFY2awChqUPyB9JOgdAUl/gB8ClETEeWAR8t+51/SNiMvDVtA9gGzAlFZa7HripgTiuJSsv8jHgk2Qf5LUKpWOBGcAYYIakYZJOBa4DJpHdwXs6QESsBR4A5kbE2Ih4Lh2jLSImAlcC8xuIy+wIHhqyUomI1yWNB84m+wD+paR5wHpgNPDrVA6jD1l54Zql6fWPSxogaSBwMrBY0giyUtt9GwhlKlnxwavT9onAB9L3j0TEXgBJW4F2YBDwWES8mtrvBz58lOMvT48bgOENxGV2BCcCK52I6ARWA6slPQVcTvaB+XRE9LSk5OG1VgK4EfhtRFwsaXg65rEScElEbO/SmF243l/X1En2d6gGjk3dMWqvN3vHPDRkpZLW1x1R1zQWeBHYDgyurS0sqa+kj9Q9b0Zq/wTZIiR7gfeSLcsIMLPBUB4GrkiVK5F0xts8/wngHEmnpBWxLqnb92+ysxOzXDgRWNmcRDacs1XSZmAUcENEvAlcCtwq6U/AJrrWl39N0lrgTmB2alsA3Czp92RDSY24kWwoabOkLWm7R2lFrJuAdcBvyGYI7U277wXmpovOp/VwCLN3zNVHrfIkrQaujoj1BcdxUrrG0Ua2wM+iiFhRZExWDT4jMOs9bpC0iWxhn+eBXxUcj1WEzwjMzCrOZwRmZhXnRGBmVnFOBGZmFedEYGZWcU4EZmYV93+P2x/dxDw1qAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Cs = [0.1, 1, 10, 100, 1000]\n",
    "for C in Cs:\n",
    "   svc = svm.SVC(kernel='rbf', C=C).fit(X, y)\n",
    "   plotSVC('C=' + str(C))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "degrees = [1, 2, 3, 5]\n",
    "for degree in degrees:\n",
    "    svc = svm.SVC(kernel='poly', degree=degree).fit(X, y)\n",
    "    plotSVC('degree=' + str(degree))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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